The model does generalize to data it hasn't seen before (and that's validated using a validation set) but not to data that isn't similar to the data set. For ex

The model does generalize to data it hasn't seen before (and that's validated using a validation set) but not to data that isn't similar to the data set. For example, it would probably not detect the programming language well when only using comments.